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Supporting Data Uncertainty in Array Databases

Summary: Addresses value and position uncertainty in array databases, with formal semantics for uncertain array operations. Proposes replication-based storage to bound overhead for high-variance tuples; reports 1.7x–4.3x Subarray and 1–2 orders of magnitude for Structure-Join with modest storage. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4958
Venue
SIGMOD
Year
2015
Pagerank
4.1945683e-05
Overall Rank
11,905 | 17.18%
DOI
10.1145/2723372.2723738

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Showing 25 of 25 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
24 The R+-Tree: A Dynamic Index For Multi-Dimensional Objects 1987 VLDB 0.00083378538
101 ULDBs: Databases with Uncertainty and Lineage 2006 VLDB 0.0004955674
318 Overview of SciDB: Large Scale Array Storage, Processing and Analysis 2010 SIGMOD 0.00027795661
467 Evaluating Probabilistic Queries over Imprecise Data 2003 SIGMOD 0.00022443768
821 Designing And Mining Multi-Terabyte Astronomy Archives: The Sloan Digital Sky Survey 2000 SIGMOD 0.00016272349
860 The Multidimensional Database System RasDaMan 1998 SIGMOD 0.00015860465
928 Requirements for Science Data Bases and SciDB 2009 CIDR 0.00015247726
980 BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models 2008 VLDB 0.00014879747
1,239 A Demonstration of SciDB: A Science-Oriented DBMS 2009 VLDB 0.00013102195
1,705 U-DBMS: A Database System for Managing Constantly-Evolving Data 2005 VLDB 0.00010829958
2,308 Efficient Indexing Methods for Probabilistic Threshold Queries over Uncertain Data 2004 VLDB 9.0591406e-05
2,508 One Size Fits All? – Part 2: Benchmarking Results 2007 CIDR 8.6308132e-05
2,656 Exploiting Shared Correlations in Probabilistic Databases 2008 VLDB 8.3620622e-05
2,728 Secondary-Storage Confidence Computation for Conjunctive Queries with Inequalities 2009 SIGMOD 8.2185032e-05
4,724 Nearest-Neighbor Searching Under Uncertainty 2012 PODS 5.9697823e-05
4,820 SciQL: Array Data Processing Inside an RDBMS 2013 SIGMOD 5.8972557e-05
6,320 Indexing the Earth Mover's Distance Using Normal Distributions 2012 VLDB 5.1129965e-05
6,838 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 4.9109732e-05
7,084 Nearest Neighbor Searching Under Uncertainty II 2013 PODS 4.839879e-05
7,134 Incremental Elasticity For Array Databases 2014 SIGMOD 4.822331e-05
7,623 Optimizing Probabilistic Query Processing on Continuous Uncertain Data 2011 VLDB 4.6933659e-05
7,659 UPI: A Primary Index for Uncertain Databases 2010 VLDB 4.686672e-05
8,679 The PH-Tree – A Space-Efficient Storage Structure and Multi-Dimensional Index 2014 SIGMOD 4.4697591e-05
9,358 Probabilistic Nearest Neighbor Queries on Uncertain Moving Object Trajectories 2014 VLDB 4.3510473e-05
9,782 A*-tree: A Structure for Storage and Modeling of Uncertain Multidimensional Arrays 2010 VLDB 4.2856106e-05
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